This project seeks to estimate sport fish harvest and releases of rockfish in Alaska waters by improving on the Howard et al. (2020) methods and expand the time series back to 1977 when the statewide harvest survey (SWHS) was first implemented. This is essentially a Bayesian version of the Howard methods that allows for more appropriate and defensible sharing of information between areas, handles missing data in a more appropriate manor, accurately propagates uncertainty throughout the estimation procedure and replaces the Howard decision tree approach to low sample sizes with a hierarchical model. The methods and results for generating harvest estimates are generally consistent between the Bayesian model and the Howard methods. Harvest estimates are consistent with Howard estimates during contemporary times, but may differ based on more appropriate weighting of SWHS and logbook data, including estimating and correcting bias in the SWHS data.

**Table 1.** Summary of key improvements in reconstructiing sport fish removals of rockfish using the Bayesian model as compared to the Howard et al. (2020) methods.
Issue	Howard	Bayes
Time series	1999 - present	1977 - present
Bias in SWHS	Not explicitly dealt with. Relies on logbook data and ratios of guided/unguided from SWHS data to estimate unguided releases and harvests.	Explicitly estimates bias in SWHS harvest and release estimates based on logbook data.
Species composition of releases	Assumes that species composition of releases is equal to that of the harvest, which is not evident in the logbook data.	Recognizes different release probabilities by species / species assemblage and estimates it from logbook data and bias corrected SWHS data
Sample size limitations	Uses sample size threshholds such that when areas fall below those threshholds values are borrowed from nearby areas.	Uses a hierarchichacal modelling approach that shares information between areas in the same region. Thus all data is used, even with small sample sizes. This is a more sound method that avoids assumptions and uses all of the data.
Error propogation	Error is propogated when variance estimates are available, but there is uncertainty associated with borrowing values from nearby areas, or the assumption of species compositions being identical in harvest and releases, are not dealt with.	By breaking the assumption that species composition is equal between harvests and releases, uncertainty in the release estimates is more reflective of the fishery. Furthermore, the hyerarchichal approach more accurately captures uncertainy within and between areas within a region.

Figure 1.- Data sources for estimating rockfish harvests and releases in ADF&G commercial fisheries management units. Note that initial rockfish harvest estimates were not differentiated into species assemblage or species until 1998 when logbooks began differentiating by pelagic and non-pelagic. Logbooks began to collect data on yelloweye beginning in 2006. Port sampling programs to gather data on species composition of harvests began in 1996 in Southcentral and Kodiak and in 2006 in Southeast.

Figure 2.- SWHS harvest (left) and release (right) estimates from guided trips (x-axis) versus repoted harvests from charter logbooks (y-axis).

Results

Model: LB_fit_3pH
Model Run: Gen4int_indcomp_swhsR_FULL_pHB4pars_thru2024_3e+05_2025-10-15 (Naming convention: modelname_thruYEAR_iters_rundate)
Proportion of parmaters converged (Rhat <= 1.1): 0.9907
See end of document for summary of unconverged parameters.

Figure X.- Rhat values and proportion of parameters that converged (Rhat < 1.1.)

Estimate comparison

Since previous estimates of rockfish harvest have been produced these first 3 graphs will be used to show how the modeled estimates compare to the estimates produced earlier. For total rockfish the estimates are in general agreement although differences are noted. These estimates should be more reliable because they include both SWHS and guide logbook data, handle variance more appropriately, use hierarchical distributions when data is missing, directly consider observation error and are produced using reproducible research.

Figure 3.- Total rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 3.- Total rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Notes from Adam: When looking at only black rockfish the most significant differences are for the Prince William Sound Inside area. I did not spend a great deal of time tracking this down although it looks like the previous version used bad values for \(P_{(black)ayu}\) for at least unguided anglers. For the moment I would ignore the results for BSIA and SOKO2SAP. I think it is possible to give approximate values for these areas but it will require a little more coding which I have yet to do.

Figure 4.- Black rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

And black rockfish releases…

Figure 5.- Black rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 6.- Yellow rockfish harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 7.- Yellow rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 8.- DSR rockfish (excluding yelloweye) harvests 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 9.- DSR rockfish releases (including yelloweye) 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 11.- Slope rockfish harvests 1996-2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Figure 12.- Slope rockfish releases 1996–2023. Lines and error polygons represent model estimates and points and error bars represent Howard et al estimates.

Total Biomass Removal Estimates

Figure 13.- Black rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 14.- Yellow rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 15.- Pelagic rockfish estimated total removals in lbs in 1996–2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 16.- Non-yelloweye, demersal shelf rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Figure 17.- Slope rockfish estimated total removals in lbs in 1996-2023. Total removals are calculated from the harvests, the estimated release mortality and mean fish weights. Error polygons represent 95% confidence intervals.

Model fit

Logbook residuals

Figure 18.- Residuals from logbook harvests.

SWHS residuals

Figure 19.- Residuals from SWHS harvests.

Figure 20.- Residual of SWHS releases.

Parameter estimates

P(Charter)

These histograms show the posterior distribution of the mean percent of rockfish harvested by the charter fleet.

Figure 21.- Mean percent of harvest by charter anglers.

When considered annually we see the percent of rockfish harvested by the charter fleet follows our data fairly well although the model smooths out the changes and we just do not have much information about this ratio. Prior to 2011 the percent charter is confounded with SWHS bias and should be mostly discounted.

Figure 22.- Annual estimates of the percent of harvest by charter anglers for 16 commerical fishing manamgent areas, 1996-2023.

P(Harvest)

These plots show the fitted logistic line to the proportion of caught rockfish that are harvested. These estimates are used for hindcasting catch estimates based on the harvest data in early years when catch estimates are unavailable.

Figure 23.- Annual proportion of pelagic rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 24.- Annual proportion of yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available.

Figure 25.- Annual proportion of non-pelagic, non-yelloweye rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note, that this is not estimated for Southeast areas because non=pelagics are divided between DSR (including yelloweye) and Slope species.

Figure 26.- Annual proportion of DSR rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

Figure 27.- Annual proportion of Slope rockfish catch that was harvested. Note that pre-1990 estimates are used to estimate catch in these years when catch estimates are not available. Note that the observed logbook data is for all non-pelagic, non-yelloweye fish.

SWHS bias

Figure 23 shows the mean estimate for SWHS bias in harvests and releases. Cook Inlet, North Gulf Coast and North Southeast Inside all look pretty good while most other areas have substantial bias. Prince William Sound Inside has the largest bias. Bias in release estimates is substantial and whereas the SWHS appears to underestimate harvests, it appears to greatly overestimates releases by a factor of 2 or more in most areas as derived from logbook reported releases.

Figure 28.- Mean SWHS bias for harvests and catches. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

Our estimates of SWHS harvest bias track observations fairly well when he have guided harvest estimates. The estimates of release bias in the SWHS data track observed patterns to an extent, but appear to smooth these more volatile disagreements with the logbook data. Adam postulated in his initial start on this that some of this could be the result of the estimates of the proportion guided. This value was not modelled with a trend and thus applies a constant estimate when hindcasting. Data on these relationships could greatly improve this model.

Figure 29.- Annual estimates of SWHS bias in harvests and releases for 16 commerical fishing manamgent areas, 1996-2023. Note that a bias < 1 indicates that the SWHS underestimates the true value and bias > 1 indicates the survey overestimates the true value.

P(pelagic)

We model the percentage of pelagic rockfish in the harvest because we have the information for charter anglers (via logbooks) starting in 1998. Other than looking at the model estimates you can use Figure 25 to compare the two data streams for pelagic rockfish harvest. In general they are in agreement with major exceptions in Price William Sound inside, Prince William Sound outside (early in the time series) and South Southeast inside.

Figure 30.- Annual estimates of the percent of the sport harvest that was pelagic rockfish for 16 commerical fishing manamgent areas, 1996-2023.

P(black|pelagic)

Note that in Southeast Alaska we only have composition data starting in 2006. Tania dug up old SE data, but it did not provide any useful data for species apportionment. For the most part, P(black|pelagic) is relatively constant across areas, with the exception of Cook Inlet and NSEI in Southeast AK. It may be worth discussing whether the shifts in those areas is a result of improved or changing species identification rather than actual shift in the species composition of the catch.

Figure 31.- Annual estimates of the percent of the sport harvest of pelagic rockfish that were black rockfish for 16 commerical fishing manamgent areas, 1996-2023. Kodiak panels include data from a hydroacoustic survey and the proportion of pelagic rockfish that are black in those areas (red) and the adjusted proportions based on obseved harvests for charter (blue) and private (cyan) users.

P(yelloweye|non-pelagic / yelloweye|DSR)

Figure 32.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were yelloweye rockfish for 16 commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(DSR|non-pelagic)

Figure 33.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were DSR rockfish for 6 Southeast commerical fishing manamgent areas, 1996-2023.

P(slope|non-pelagic)

Figure 34.- Annual estimates of the percent of the sport harvest of non-pelagic rockfish that were slope rockfish for 6 southeast commerical fishing manamgent areas, 1996-2023. Note that P(yelloweye) is the the proportion relative to non-pelagics for Central and Kodiak areas but is relative to DSR for Southeast areas.

P(slope|non-pelagic & non-yellowye) For release estimates

## NULL

Weight Fits

Figure 35.- Mean weights of black rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 36.- Mean weights of yelloweye rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 37.- Mean weights of non-black, pelagic rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 38.- Mean weights of non-yelloweye, demersal shelf rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Figure 39.- Mean weights of slope rockfish used to estimate biomass from harvest and release mortality estimates in numbers of fish.

Summary of unconverged parameters:

The proportion of unconverged species composition proportional estimates that are near the bounds of 0 or 1 is 0.3306452

The proportion of unconverged true parameters (defined as Rhat > 1.01) that are also in excess of an Rhat of 1.1 is 0.17 while 0.83 are less than 1.1.

Table Xa. Species proportion derived quantities that are not with 0.05 of the 0 and 1 bounds and are not converged relative to an Rhat of 1.01.

variable	area_n	year	user	mean	median	lower	upper	Rhat	sd	skew	area
p_pelagic	13	1	1	0.504	0.506	0.181	0.817	1.017	0.168	-0.012	NSEI
p_pelagic	13	10	1	0.503	0.504	0.189	0.811	1.017	0.166	-0.006	NSEI
p_pelagic	13	10	2	0.285	0.266	0.077	0.600	1.011	0.137	0.138	NSEI
p_pelagic	13	11	1	0.503	0.504	0.193	0.808	1.013	0.164	-0.006	NSEI
p_pelagic	13	11	2	0.287	0.263	0.073	0.610	1.014	0.142	0.169	NSEI
p_pelagic	13	12	1	0.505	0.511	0.193	0.807	1.018	0.165	-0.036	NSEI
p_pelagic	13	12	2	0.290	0.267	0.076	0.608	1.012	0.143	0.160	NSEI
p_pelagic	13	13	1	0.508	0.508	0.202	0.813	1.011	0.164	0.000	NSEI
p_pelagic	13	13	2	0.286	0.264	0.072	0.620	1.010	0.143	0.154	NSEI
p_pelagic	13	14	1	0.489	0.489	0.189	0.792	1.011	0.163	0.000	NSEI
p_pelagic	13	14	2	0.280	0.263	0.076	0.586	1.011	0.134	0.127	NSEI
p_pelagic	13	15	1	0.454	0.447	0.171	0.787	1.014	0.166	0.042	NSEI
p_pelagic	13	15	2	0.262	0.237	0.071	0.578	1.011	0.133	0.188	NSEI
p_pelagic	13	16	1	0.493	0.488	0.193	0.807	1.011	0.163	0.031	NSEI
p_pelagic	13	16	2	0.284	0.263	0.080	0.602	1.011	0.138	0.152	NSEI
p_pelagic	13	18	2	0.290	0.273	0.078	0.592	1.013	0.138	0.123	NSEI
p_pelagic	13	2	1	0.504	0.503	0.192	0.812	1.021	0.168	0.006	NSEI
p_pelagic	13	2	2	0.283	0.264	0.074	0.595	1.022	0.141	0.135	NSEI
p_pelagic	13	20	2	0.294	0.276	0.084	0.611	1.010	0.141	0.128	NSEI
p_pelagic	13	3	1	0.503	0.508	0.187	0.818	1.019	0.170	-0.029	NSEI
p_pelagic	13	3	2	0.283	0.261	0.071	0.607	1.016	0.144	0.153	NSEI
p_pelagic	13	4	1	0.502	0.506	0.190	0.816	1.012	0.168	-0.024	NSEI
p_pelagic	13	4	2	0.288	0.268	0.072	0.613	1.012	0.143	0.140	NSEI
p_pelagic	13	6	1	0.502	0.501	0.187	0.810	1.013	0.166	0.006	NSEI
p_pelagic	13	6	2	0.283	0.264	0.074	0.603	1.015	0.141	0.135	NSEI
p_pelagic	13	7	1	0.506	0.509	0.190	0.811	1.016	0.168	-0.018	NSEI
p_pelagic	13	7	2	0.285	0.263	0.072	0.615	1.011	0.142	0.154	NSEI
p_pelagic	13	8	1	0.506	0.504	0.196	0.813	1.013	0.164	0.012	NSEI
p_pelagic	13	8	2	0.290	0.268	0.073	0.623	1.011	0.145	0.152	NSEI
p_pelagic	13	9	1	0.504	0.505	0.184	0.808	1.021	0.167	-0.006	NSEI
p_pelagic	13	9	2	0.288	0.264	0.077	0.598	1.012	0.142	0.169	NSEI
p_pelagic	14	11	2	0.367	0.354	0.117	0.698	1.010	0.153	0.085	NSEO
p_yellow	14	12	1	0.894	0.917	0.677	0.983	1.018	0.081	-0.283	NSEO
p_pelagic	14	5	1	0.397	0.384	0.141	0.717	1.011	0.152	0.085	NSEO
p_yellow	15	1	2	0.457	0.449	0.165	0.797	1.012	0.168	0.048	SSEI
p_pelagic	15	15	2	0.173	0.155	0.045	0.410	1.018	0.094	0.191	SSEI
p_pelagic	15	16	2	0.187	0.166	0.046	0.445	1.010	0.102	0.207	SSEI
p_pelagic	15	6	2	0.187	0.167	0.047	0.437	1.016	0.103	0.195	SSEI
p_yellow	2	2	1	0.810	0.830	0.554	0.959	1.010	0.106	-0.189	NG
p_yellow	2	5	2	0.747	0.765	0.441	0.939	1.013	0.131	-0.137	NG
p_pelagic	3	1	1	0.538	0.545	0.215	0.839	1.027	0.167	-0.042	PWSI
p_pelagic	3	1	2	0.200	0.179	0.044	0.468	1.033	0.112	0.187	PWSI
p_pelagic	3	10	1	0.542	0.554	0.209	0.836	1.024	0.166	-0.072	PWSI
p_pelagic	3	10	2	0.204	0.183	0.047	0.489	1.033	0.114	0.183	PWSI
p_pelagic	3	11	1	0.545	0.554	0.214	0.837	1.036	0.167	-0.054	PWSI
p_pelagic	3	11	2	0.206	0.180	0.050	0.490	1.024	0.117	0.223	PWSI
p_pelagic	3	12	1	0.540	0.545	0.220	0.835	1.032	0.164	-0.030	PWSI
p_pelagic	3	12	2	0.205	0.185	0.045	0.488	1.016	0.115	0.174	PWSI
p_pelagic	3	13	1	0.541	0.550	0.208	0.839	1.028	0.169	-0.053	PWSI
p_pelagic	3	13	2	0.204	0.182	0.045	0.485	1.028	0.116	0.190	PWSI
p_pelagic	3	14	1	0.551	0.557	0.226	0.841	1.030	0.165	-0.036	PWSI
p_pelagic	3	14	2	0.215	0.196	0.048	0.506	1.020	0.118	0.161	PWSI
p_pelagic	3	15	1	0.536	0.540	0.206	0.828	1.026	0.163	-0.024	PWSI
p_pelagic	3	15	2	0.192	0.170	0.047	0.455	1.017	0.107	0.206	PWSI
p_pelagic	3	16	1	0.540	0.547	0.223	0.826	1.014	0.163	-0.043	PWSI
p_pelagic	3	16	2	0.201	0.180	0.046	0.476	1.018	0.111	0.189	PWSI
p_pelagic	3	17	1	0.541	0.552	0.221	0.828	1.032	0.165	-0.067	PWSI
p_pelagic	3	17	2	0.200	0.177	0.048	0.479	1.026	0.112	0.205	PWSI
p_pelagic	3	18	1	0.553	0.560	0.227	0.836	1.024	0.164	-0.043	PWSI
p_pelagic	3	18	2	0.209	0.186	0.049	0.496	1.018	0.116	0.198	PWSI
p_pelagic	3	19	1	0.549	0.557	0.226	0.841	1.015	0.162	-0.050	PWSI
p_pelagic	3	19	2	0.209	0.188	0.049	0.475	1.013	0.114	0.184	PWSI
p_pelagic	3	2	1	0.540	0.545	0.206	0.847	1.034	0.169	-0.030	PWSI
p_pelagic	3	2	2	0.204	0.179	0.045	0.487	1.032	0.116	0.215	PWSI
p_pelagic	3	3	1	0.542	0.551	0.206	0.828	1.043	0.165	-0.055	PWSI
p_pelagic	3	3	2	0.200	0.182	0.042	0.479	1.022	0.112	0.161	PWSI
p_pelagic	3	4	1	0.546	0.557	0.215	0.843	1.046	0.167	-0.066	PWSI
p_pelagic	3	4	2	0.204	0.181	0.042	0.485	1.027	0.117	0.197	PWSI
p_pelagic	3	5	1	0.536	0.542	0.209	0.834	1.032	0.167	-0.036	PWSI
p_pelagic	3	5	2	0.202	0.179	0.048	0.465	1.029	0.112	0.205	PWSI
p_pelagic	3	6	1	0.540	0.546	0.211	0.834	1.031	0.168	-0.036	PWSI
p_pelagic	3	6	2	0.204	0.183	0.044	0.488	1.020	0.115	0.183	PWSI
p_pelagic	3	7	1	0.541	0.549	0.213	0.838	1.030	0.167	-0.048	PWSI
p_pelagic	3	7	2	0.205	0.187	0.045	0.481	1.020	0.114	0.158	PWSI
p_pelagic	3	8	1	0.539	0.544	0.203	0.834	1.042	0.167	-0.030	PWSI
p_pelagic	3	8	2	0.206	0.182	0.045	0.486	1.020	0.116	0.207	PWSI
p_pelagic	3	9	1	0.545	0.553	0.208	0.835	1.033	0.166	-0.048	PWSI
p_pelagic	3	9	2	0.201	0.178	0.044	0.475	1.027	0.114	0.202	PWSI
p_yellow	4	30	2	0.652	0.662	0.375	0.881	1.010	0.134	-0.075	PWSO
p_yellow	6	45	2	0.825	0.949	0.001	1.000	1.010	0.277	-0.447	SOKO2SAP
p_black	8	40	1	0.513	0.424	0.339	0.943	1.012	0.206	0.432	afognak
p_pelagic	9	23	1	0.885	0.891	0.772	0.962	1.017	0.050	-0.119	eastside
p_pelagic	9	25	1	0.849	0.852	0.730	0.946	1.012	0.057	-0.052	eastside

Table Xb. True parameters with an Rhat in excess of 1.1

variable	area_n	year/species	mean	median	lower	upper	Rhat	sd	skew	area
beta0_pH	10	3	0.808	0.613	-0.772	2.288	3.290	0.897	0.217	northeast
beta1_pH	10	3	2.169	2.588	0.000	5.566	3.328	1.760	-0.238	northeast
beta3_pH	10	3	35.645	35.868	29.190	41.879	1.187	2.783	-0.080	northeast
beta0_pH	11	3	2.049	2.430	0.078	3.131	3.582	0.912	-0.418	CSEO
beta0_pH	11	4	0.693	0.740	-0.338	1.453	1.214	0.467	-0.101	CSEO
beta1_pH	11	3	0.849	0.172	0.000	3.100	4.327	1.048	0.646	CSEO
beta1_pH	11	4	2.047	1.995	1.184	3.199	1.136	0.523	0.099	CSEO
beta3_pH	11	3	38.159	39.620	29.596	42.734	1.447	3.855	-0.379	CSEO
beta3_pH	11	4	40.675	40.626	38.813	42.756	1.110	1.113	0.044	CSEO
beta1_pelagic	11		1.056	1.023	0.555	1.598	1.117	0.268	0.123	CSEO
beta2_yellow	11		-3.389	-1.553	-16.179	-0.394	1.174	4.283	-0.429	CSEO
beta0_pH	12	3	2.616	3.254	-0.156	3.999	4.446	1.310	-0.487	EWYKT
beta1_pH	12	3	1.047	0.020	0.000	4.251	6.046	1.524	0.674	EWYKT
beta3_pH	12	3	38.117	39.340	29.462	42.801	1.613	4.235	-0.289	EWYKT
beta0_pH	13	3	1.718	2.092	-0.054	2.677	4.019	0.824	-0.454	NSEI
beta1_pH	13	3	0.688	0.058	0.000	2.632	5.062	0.929	0.678	NSEI
beta3_pH	13	3	38.248	40.086	29.735	42.696	1.462	3.912	-0.470	NSEI
beta0_pelagic	13		-0.002	0.053	-0.748	0.546	1.102	0.347	-0.159	NSEI
beta1_pelagic	13		1.480	1.358	0.397	3.257	1.210	0.745	0.164	NSEI
beta3_pelagic	13		35.571	35.818	27.903	40.713	1.172	3.315	-0.075	NSEI
beta0_pH	14	3	0.698	0.531	-0.656	2.224	2.674	0.823	0.203	NSEO
beta1_pH	14	3	1.557	1.789	0.000	3.080	2.974	0.972	-0.239	NSEO
beta3_pH	14	3	39.513	40.243	30.958	41.915	1.574	2.526	-0.289	NSEO
beta0_pH	15	3	1.316	1.168	-0.211	2.733	3.299	0.888	0.167	SSEI
beta1_pH	15	3	1.347	1.631	0.000	3.134	3.927	1.074	-0.264	SSEI
beta3_pH	15	3	39.181	40.427	30.013	42.349	1.809	3.197	-0.390	SSEI
beta0_pelagic	15		-0.307	-0.282	-0.820	0.018	1.155	0.196	-0.128	SSEI
beta1_pelagic	15		0.141	0.070	0.011	0.597	1.151	0.161	0.442	SSEI
beta0_yellow	15		-1.179	-1.148	-1.852	-0.777	1.226	0.252	-0.123	SSEI
beta1_yellow	15		0.750	0.697	0.023	2.127	1.206	0.479	0.111	SSEI
beta2_yellow	15		-5.202	-3.008	-19.939	-0.154	1.344	5.467	-0.401	SSEI
beta0_pH	16	3	1.929	1.720	-0.094	4.273	2.077	1.230	0.170	SSEO
beta1_pH	16	3	2.414	2.730	0.000	4.648	2.100	1.413	-0.224	SSEO
beta3_pH	16	3	40.649	41.820	30.691	42.722	1.730	3.061	-0.383	SSEO
beta1_pelagic	16		1.150	1.039	0.440	2.750	1.303	0.543	0.205	SSEO
beta3_pelagic	16		32.940	32.838	27.346	39.862	1.155	3.240	0.031	SSEO
beta1_yellow	16		0.190	0.089	0.011	0.878	1.131	0.277	0.364	SSEO
tau_beta0_pH	2	3	0.591	0.323	0.053	2.704	1.155	1.047	0.256	NG
mu_beta1_pH	2	3	2.259	2.463	0.000	6.933	2.011	2.255	-0.090	NG
tau_beta1_pH	2	1	21.634	11.871	0.347	86.284	1.108	24.164	0.404	NG
tau_beta1_pH	2	3	10.859	1.412	0.042	73.006	1.247	19.394	0.487	NG
tau_beta5_pH	2	3	0.878	0.515	0.058	3.696	1.117	1.624	0.224	NG
beta0_yellow	2		0.513	0.543	-0.127	0.880	1.108	0.243	-0.123	NG
beta1_yellow	2		1.106	1.003	0.502	3.239	1.259	0.562	0.183	NG
beta3_yellow	2		28.974	28.782	23.061	33.720	1.145	2.172	0.088	NG
mu_beta0_pH	3	3	1.733	1.816	-0.111	3.431	2.383	1.002	-0.083	PWSI
tau_beta0_pH	3	3	3.394	0.948	0.115	28.737	1.412	9.431	0.259	PWSI
mu_beta1_pH	3	3	0.932	0.216	0.000	3.366	4.955	1.160	0.617	PWSI
tau_beta1_pH	3	3	5.143	0.222	0.043	41.126	1.620	11.469	0.429	PWSI
beta0_pH	3	1	1.244	1.312	0.313	1.708	1.184	0.340	-0.200	PWSI
beta1_pH	3	1	1.979	1.876	1.282	3.174	1.119	0.484	0.213	PWSI
beta3_pH	3	1	32.574	32.760	27.447	36.224	1.153	2.022	-0.092	PWSI
beta0_pelagic	3		0.174	0.215	-0.798	0.719	1.280	0.348	-0.118	PWSI
beta1_pelagic	3		0.672	0.630	0.035	1.735	1.275	0.391	0.107	PWSI
beta3_yellow	4		28.910	27.867	23.717	35.780	1.104	3.203	0.326	PWSO
beta4_pelagic	5		0.523	0.771	-13.899	13.151	1.173	9.067	-0.027	BSAI
beta0_pH	6	1	-0.700	-0.559	-2.840	0.063	1.211	0.622	-0.227	SOKO2SAP
beta1_pH	6	1	2.326	2.139	1.251	4.498	1.127	0.808	0.232	SOKO2SAP
beta4_pH	6	3	0.914	0.716	0.190	2.469	1.265	2.656	0.075	SOKO2SAP
beta4_pH	6	4	0.986	0.732	0.204	2.694	1.283	4.768	0.053	SOKO2SAP
beta0_pH	8	1	-0.590	-0.531	-1.317	-0.029	1.271	0.349	-0.169	afognak
beta0_pH	8	3	0.414	0.429	-0.198	1.004	1.339	0.330	-0.045	afognak
beta1_pH	8	1	2.801	2.694	1.589	4.581	1.365	0.790	0.135	afognak
beta1_pH	8	3	2.119	2.547	0.000	4.969	3.295	1.667	-0.257	afognak
beta2_pH	8	3	5.493	4.211	-2.918	18.728	1.117	5.478	0.234	afognak
beta3_pH	8	1	37.861	38.368	31.983	41.953	1.792	3.048	-0.166	afognak
beta3_pH	8	3	39.426	41.335	29.141	42.602	2.007	3.866	-0.494	afognak
beta0_pH	9	3	-1.536	-1.398	-3.264	-0.271	1.163	0.818	-0.169	eastside
beta1_pH	9	1	2.350	2.162	1.405	4.490	1.320	0.743	0.253	eastside
beta1_pH	9	3	3.725	3.595	2.240	5.833	1.196	0.971	0.134	eastside
beta2_pH	9	1	0.547	0.414	0.132	1.782	1.278	0.582	0.228	eastside
beta3_pH	9	1	32.552	31.924	27.858	41.533	1.237	3.327	0.189	eastside
tau_beta5_black_kod			0.603	0.279	0.046	2.807	1.105	1.340	0.242
logbc_H	15	28	-0.160	-0.160	-0.406	0.085	1.109	0.125	0.000	SSEI
pG	15	28	0.451	0.451	0.351	0.557	1.199	0.052	0.000	SSEI
lambda_H	5		6.980	0.725	0.024	68.528	1.416	18.563	0.337	BSAI
lambda_H	6		4.731	0.170	0.009	39.422	1.148	11.789	0.387	SOKO2SAP

Table Xc. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.01.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.01	741.00	268.00	1,353.00	399.00
Prop. of total	0.73	0.27	0.77	0.23
Prop. median less than 1	0.19	0.24	0.27	0.43
Prop. median less than 10	0.29	0.57	0.50	0.74
Prop. median less than 50	0.38	0.81	0.65	0.80
Median of the median values	466.31	6.61	10.47	1.92
Mean of the median values	1,358.56	266.58	277.21	152.60
Mean skew of posteriors	0.20	0.29	0.25	0.25

Table Xd. Summary statistics describing the characteristics of the derived harvest and release estimates that are not converged relative to an Rhat of 1.1.

Statistic	non.BSAI.SOKO.Harv	BSAI.SOKO.Harv	non.BSAI.SOKO.Rel	BSAI.SOKO.Rel
n unconverged at Rhat = 1.1	16.00	28.00	126.00	82.00
Prop. of total	0.36	0.64	0.61	0.39
Prop. median less than 1	0.25	0.68	0.44	0.45
Prop. median less than 10	0.31	0.93	0.59	0.71
Prop. median less than 50	0.62	1.00	0.88	0.73
Median of the median values	25.38	0.45	3.14	2.15
Mean of the median values	610.27	1.96	110.93	60.80
Mean skew of posteriors	0.17	0.24	0.19	0.19

Table Xe. All parameters and derived quantities that are not converged relative to an Rhat of 1.1.

variable	Freq
beta0_pelagic	2
beta0_pH	13
beta0_yellow	1
beta1_pelagic	5
beta1_pH	14
beta1_yellow	3
beta2_pH	2
beta2_yellow	2
beta3_pelagic	2
beta3_pH	12
beta3_yellow	1
beta4_pelagic	1
beta4_pH	2
H_ay	6
H_ayg	4
H_ayu	6
Hb_ay	5
Hb_ayg	3
Hb_ayu	4
Ho_ay	5
Ho_ayg	3
Ho_ayu	8
Hp_ay	5
Hp_ayg	4
Hp_ayu	5
Hs_ayu	3
Hy_ay	1
Hy_ayg	2
Hy_ayu	3
lambda_H	2
mu_beta0_pH	1
mu_beta1_pH	2
pG	1
pH	42
R_ay	1
R_ayg	15
R_ayu	3
Rb_ay	1
Rb_ayg	13
Rb_ayu	2
Rd_ay	1
Rd_ayu	1
re_pelagic	5
re_pH	127
re_yellow	2
Ro_ay	67
Ro_ayg	62
Ro_ayu	54
Rp_ay	1
Rp_ayg	15
Rp_ayu	2
Rs_ay	18
Rs_ayg	19
Rs_ayu	33
Ry_ay	9
Ry_ayg	12
Ry_ayu	21
sd_pH	1
tau_beta0_pH	2
tau_beta1_pH	2
tau_beta5_pH	1
tau_pH	1

Parameter estimates:

Summary Table of Parameter Estimates
Parameter	mean	sd	Lower_CI	Median	Upper_CI
mu_bc_H[1]	-0.011	0.069	-0.140	-0.012	0.135
mu_bc_H[2]	0.060	0.053	-0.037	0.056	0.173
mu_bc_H[3]	-0.311	0.066	-0.436	-0.313	-0.177
mu_bc_H[4]	-0.934	0.178	-1.293	-0.932	-0.601
mu_bc_H[5]	1.389	1.212	0.122	1.105	4.419
mu_bc_H[6]	-2.352	0.316	-2.951	-2.355	-1.721
mu_bc_H[7]	-0.460	0.100	-0.668	-0.457	-0.269
mu_bc_H[8]	0.263	0.356	-0.309	0.230	1.041
mu_bc_H[9]	-0.249	0.124	-0.482	-0.252	0.005
mu_bc_H[10]	0.078	0.065	-0.044	0.076	0.212
mu_bc_H[11]	-0.125	0.038	-0.200	-0.124	-0.052
mu_bc_H[12]	-0.253	0.108	-0.482	-0.249	-0.046
mu_bc_H[13]	-0.152	0.070	-0.284	-0.153	-0.014
mu_bc_H[14]	-0.305	0.088	-0.487	-0.301	-0.142
mu_bc_H[15]	-0.333	0.047	-0.420	-0.334	-0.239
mu_bc_H[16]	-0.287	0.359	-0.915	-0.311	0.448
mu_bc_R[1]	1.024	0.124	0.777	1.027	1.263
mu_bc_R[2]	1.012	0.073	0.859	1.014	1.150
mu_bc_R[3]	0.283	0.084	0.115	0.284	0.447
mu_bc_R[4]	0.687	0.195	0.278	0.691	1.055
mu_bc_R[5]	1.667	0.372	0.945	1.658	2.425
mu_bc_R[6]	-1.431	0.336	-2.090	-1.428	-0.752
mu_bc_R[7]	0.487	0.173	0.124	0.489	0.821
mu_bc_R[8]	0.645	0.143	0.370	0.644	0.928
mu_bc_R[9]	0.391	0.173	0.026	0.400	0.705
mu_bc_R[10]	0.847	0.110	0.635	0.847	1.067
mu_bc_R[11]	1.096	0.072	0.956	1.095	1.238
mu_bc_R[12]	0.801	0.159	0.494	0.798	1.113
mu_bc_R[13]	1.080	0.091	0.895	1.083	1.254
mu_bc_R[14]	0.866	0.119	0.632	0.866	1.102
mu_bc_R[15]	0.817	0.101	0.614	0.816	1.014
mu_bc_R[16]	1.407	0.103	1.202	1.405	1.609
tau_pH[1]	2.817	0.202	2.440	2.809	3.223
tau_pH[2]	1.516	0.140	1.255	1.508	1.795
tau_pH[3]	1.139	0.128	0.896	1.141	1.382
tau_pH[4]	1.702	0.255	1.262	1.683	2.274
tau_pH[5]	0.468	0.072	0.341	0.463	0.624
beta0_pH[1,1]	0.494	0.221	0.049	0.501	0.915
beta0_pH[2,1]	1.415	0.195	0.980	1.417	1.780
beta0_pH[3,1]	1.244	0.340	0.313	1.312	1.708
beta0_pH[4,1]	1.527	0.243	0.991	1.537	1.982
beta0_pH[5,1]	-0.887	0.410	-1.839	-0.834	-0.226
beta0_pH[6,1]	-0.700	0.622	-2.840	-0.559	0.063
beta0_pH[7,1]	0.702	0.129	0.455	0.703	0.952
beta0_pH[8,1]	-0.590	0.349	-1.317	-0.531	-0.029
beta0_pH[9,1]	-0.398	0.370	-1.379	-0.351	0.187
beta0_pH[10,1]	0.141	0.213	-0.277	0.143	0.532
beta0_pH[11,1]	0.069	0.185	-0.316	0.077	0.462
beta0_pH[12,1]	0.507	0.211	0.123	0.495	0.946
beta0_pH[13,1]	0.033	0.152	-0.295	0.043	0.311
beta0_pH[14,1]	-0.195	0.213	-0.638	-0.175	0.177
beta0_pH[15,1]	0.011	0.199	-0.385	0.016	0.393
beta0_pH[16,1]	-0.052	0.203	-0.509	-0.040	0.298
beta0_pH[1,2]	2.639	0.240	2.166	2.640	3.095
beta0_pH[2,2]	3.027	0.185	2.674	3.024	3.395
beta0_pH[3,2]	3.484	0.200	3.107	3.483	3.877
beta0_pH[4,2]	3.290	0.184	2.946	3.285	3.662
beta0_pH[5,2]	4.512	1.398	2.669	4.247	7.936
beta0_pH[6,2]	3.320	0.266	2.791	3.318	3.853
beta0_pH[7,2]	1.998	0.245	1.507	1.998	2.473
beta0_pH[8,2]	2.891	0.219	2.463	2.890	3.323
beta0_pH[9,2]	3.961	0.302	3.355	3.962	4.546
beta0_pH[10,2]	3.960	0.251	3.476	3.960	4.457
beta0_pH[11,2]	2.299	0.151	2.000	2.299	2.588
beta0_pH[12,2]	1.874	0.219	1.433	1.879	2.299
beta0_pH[13,2]	2.555	0.180	2.211	2.550	2.939
beta0_pH[14,2]	2.009	0.162	1.695	2.008	2.333
beta0_pH[15,2]	2.593	0.186	2.220	2.593	2.969
beta0_pH[16,2]	2.722	0.199	2.346	2.715	3.110
beta0_pH[1,3]	1.123	0.406	0.186	1.153	1.823
beta0_pH[2,3]	2.015	0.232	1.564	2.012	2.470
beta0_pH[3,3]	2.656	0.221	2.222	2.650	3.095
beta0_pH[4,3]	2.993	0.235	2.539	2.990	3.454
beta0_pH[5,3]	2.879	1.660	0.682	2.507	7.268
beta0_pH[6,3]	1.242	0.445	0.470	1.215	2.180
beta0_pH[7,3]	0.483	0.241	0.001	0.482	0.949
beta0_pH[8,3]	0.414	0.330	-0.198	0.429	1.004
beta0_pH[9,3]	-1.536	0.818	-3.264	-1.398	-0.271
beta0_pH[10,3]	0.808	0.897	-0.772	0.613	2.288
beta0_pH[11,3]	2.049	0.912	0.078	2.430	3.131
beta0_pH[12,3]	2.616	1.310	-0.156	3.254	3.999
beta0_pH[13,3]	1.718	0.824	-0.054	2.092	2.677
beta0_pH[14,3]	0.698	0.823	-0.656	0.531	2.224
beta0_pH[15,3]	1.316	0.888	-0.211	1.168	2.733
beta0_pH[16,3]	1.929	1.230	-0.094	1.720	4.273
beta0_pH[11,4]	0.693	0.467	-0.338	0.740	1.453
beta0_pH[12,4]	0.714	0.712	-0.697	0.663	2.074
beta0_pH[13,4]	0.445	0.493	-0.583	0.483	1.391
beta0_pH[14,4]	-0.009	0.439	-0.916	0.000	0.757
beta0_pH[15,4]	0.324	0.502	-0.816	0.394	1.153
beta0_pH[16,4]	1.052	0.738	-0.314	1.016	2.520
beta0_pH[11,5]	2.944	0.355	2.273	2.945	3.644
beta0_pH[12,5]	-0.807	0.551	-1.856	-0.823	0.328
beta0_pH[13,5]	2.659	0.413	1.914	2.632	3.561
beta0_pH[14,5]	3.542	0.484	2.602	3.537	4.512
beta0_pH[15,5]	1.570	0.279	1.062	1.550	2.133
beta0_pH[16,5]	0.531	0.203	0.181	0.517	0.976
beta1_pH[1,1]	2.615	0.448	1.845	2.568	3.580
beta1_pH[2,1]	1.721	0.348	1.096	1.696	2.450
beta1_pH[3,1]	1.979	0.484	1.282	1.876	3.174
beta1_pH[4,1]	2.061	0.454	1.351	2.002	3.171
beta1_pH[5,1]	2.426	0.485	1.640	2.361	3.581
beta1_pH[6,1]	2.326	0.808	1.251	2.139	4.498
beta1_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,1]	2.801	0.790	1.589	2.694	4.581
beta1_pH[9,1]	2.350	0.743	1.405	2.162	4.490
beta1_pH[10,1]	2.378	0.427	1.747	2.311	3.460
beta1_pH[11,1]	3.239	0.279	2.712	3.242	3.800
beta1_pH[12,1]	2.961	0.257	2.438	2.966	3.457
beta1_pH[13,1]	2.648	0.237	2.210	2.643	3.112
beta1_pH[14,1]	3.064	0.285	2.544	3.051	3.671
beta1_pH[15,1]	2.538	0.250	2.045	2.534	3.053
beta1_pH[16,1]	3.096	0.247	2.638	3.090	3.609
beta1_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta1_pH[1,3]	1.760	1.098	0.029	1.680	4.303
beta1_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta1_pH[8,3]	2.119	1.667	0.000	2.547	4.969
beta1_pH[9,3]	3.725	0.971	2.240	3.595	5.833
beta1_pH[10,3]	2.169	1.760	0.000	2.588	5.566
beta1_pH[11,3]	0.849	1.048	0.000	0.172	3.100
beta1_pH[12,3]	1.047	1.524	0.000	0.020	4.251
beta1_pH[13,3]	0.688	0.929	0.000	0.058	2.632
beta1_pH[14,3]	1.557	0.972	0.000	1.789	3.080
beta1_pH[15,3]	1.347	1.074	0.000	1.631	3.134
beta1_pH[16,3]	2.414	1.413	0.000	2.730	4.648
beta1_pH[11,4]	2.047	0.523	1.184	1.995	3.199
beta1_pH[12,4]	3.105	0.719	1.794	3.096	4.576
beta1_pH[13,4]	1.999	0.557	0.988	1.954	3.188
beta1_pH[14,4]	2.275	0.471	1.454	2.256	3.278
beta1_pH[15,4]	2.122	0.561	1.096	2.074	3.363
beta1_pH[16,4]	3.356	0.787	1.830	3.378	4.876
beta1_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta1_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,1]	0.903	0.601	0.310	0.725	2.802
beta2_pH[2,1]	1.127	0.814	0.240	0.865	3.337
beta2_pH[3,1]	1.001	0.877	0.153	0.689	3.469
beta2_pH[4,1]	0.723	0.600	0.191	0.525	2.744
beta2_pH[5,1]	1.502	1.349	0.275	1.119	5.110
beta2_pH[6,1]	0.552	0.730	0.119	0.352	2.499
beta2_pH[7,1]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,1]	0.384	0.426	0.126	0.277	1.233
beta2_pH[9,1]	0.547	0.582	0.132	0.414	1.782
beta2_pH[10,1]	0.843	0.661	0.234	0.664	2.703
beta2_pH[11,1]	0.774	0.217	0.400	0.752	1.254
beta2_pH[12,1]	1.213	0.524	0.657	1.072	2.768
beta2_pH[13,1]	0.962	0.407	0.492	0.883	2.060
beta2_pH[14,1]	1.020	0.419	0.569	0.923	2.133
beta2_pH[15,1]	0.945	0.374	0.493	0.871	1.852
beta2_pH[16,1]	0.937	0.328	0.523	0.885	1.586
beta2_pH[1,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[2,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[9,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[10,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[11,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,2]	0.000	0.000	0.000	0.000	0.000
beta2_pH[1,3]	6.665	6.925	-3.252	5.273	22.390
beta2_pH[2,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[3,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[4,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[5,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[6,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[7,3]	0.000	0.000	0.000	0.000	0.000
beta2_pH[8,3]	5.493	5.478	-2.918	4.211	18.728
beta2_pH[9,3]	4.519	5.390	0.274	1.545	18.631
beta2_pH[10,3]	4.573	5.714	-3.495	2.576	18.929
beta2_pH[11,3]	-7.151	5.414	-20.861	-5.873	-0.565
beta2_pH[12,3]	-7.378	5.333	-21.390	-6.125	-0.702
beta2_pH[13,3]	-7.177	5.325	-21.196	-5.872	-0.726
beta2_pH[14,3]	-7.135	5.325	-21.175	-5.618	-1.029
beta2_pH[15,3]	-7.196	5.198	-20.564	-5.870	-0.870
beta2_pH[16,3]	-7.318	5.128	-20.336	-5.861	-1.274
beta2_pH[11,4]	-2.995	3.028	-11.412	-1.996	-0.284
beta2_pH[12,4]	-3.556	3.072	-11.903	-2.626	-0.630
beta2_pH[13,4]	-3.264	2.981	-11.161	-2.298	-0.476
beta2_pH[14,4]	-3.385	2.818	-11.726	-2.457	-0.791
beta2_pH[15,4]	-3.466	3.063	-11.980	-2.396	-0.722
beta2_pH[16,4]	-3.581	2.715	-11.516	-2.730	-1.081
beta2_pH[11,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[12,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[13,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[14,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[15,5]	0.000	0.000	0.000	0.000	0.000
beta2_pH[16,5]	0.000	0.000	0.000	0.000	0.000
beta3_pH[1,1]	34.756	0.982	32.903	34.708	36.740
beta3_pH[2,1]	32.797	1.336	30.427	32.740	35.767
beta3_pH[3,1]	32.574	2.022	27.447	32.760	36.224
beta3_pH[4,1]	32.717	1.913	29.576	32.546	37.046
beta3_pH[5,1]	27.525	1.032	25.797	27.418	30.309
beta3_pH[6,1]	32.753	3.496	25.232	32.771	40.833
beta3_pH[7,1]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,1]	37.861	3.048	31.983	38.368	41.953
beta3_pH[9,1]	32.552	3.327	27.858	31.924	41.533
beta3_pH[10,1]	32.572	1.257	30.531	32.461	35.849
beta3_pH[11,1]	31.305	0.640	30.157	31.288	32.680
beta3_pH[12,1]	30.476	0.472	29.539	30.479	31.370
beta3_pH[13,1]	32.000	0.668	30.547	31.996	33.276
beta3_pH[14,1]	32.202	0.570	31.189	32.167	33.398
beta3_pH[15,1]	30.907	0.682	29.547	30.892	32.276
beta3_pH[16,1]	30.261	0.492	29.291	30.277	31.167
beta3_pH[1,2]	33.896	5.131	25.422	33.744	42.642
beta3_pH[2,2]	34.127	5.196	25.478	34.171	42.551
beta3_pH[3,2]	30.587	7.192	18.694	30.526	42.419
beta3_pH[4,2]	30.571	7.251	18.638	30.664	42.444
beta3_pH[5,2]	30.299	7.191	18.620	30.085	42.306
beta3_pH[6,2]	30.633	7.213	18.609	30.870	42.290
beta3_pH[7,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[9,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[10,2]	25.000	0.000	25.000	25.000	25.000
beta3_pH[11,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[12,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[13,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[14,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[15,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[16,2]	24.000	0.000	24.000	24.000	24.000
beta3_pH[1,3]	38.145	3.587	28.852	39.737	42.352
beta3_pH[2,3]	33.947	5.173	25.510	33.916	42.512
beta3_pH[3,3]	30.676	7.191	18.678	30.779	42.400
beta3_pH[4,3]	30.790	7.264	18.801	30.800	42.415
beta3_pH[5,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[6,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[7,3]	25.000	0.000	25.000	25.000	25.000
beta3_pH[8,3]	39.426	3.866	29.141	41.335	42.602
beta3_pH[9,3]	32.088	1.826	28.303	32.773	34.465
beta3_pH[10,3]	35.645	2.783	29.190	35.868	41.879
beta3_pH[11,3]	38.159	3.855	29.596	39.620	42.734
beta3_pH[12,3]	38.117	4.235	29.462	39.340	42.801
beta3_pH[13,3]	38.248	3.912	29.735	40.086	42.696
beta3_pH[14,3]	39.513	2.526	30.958	40.243	41.915
beta3_pH[15,3]	39.181	3.197	30.013	40.427	42.349
beta3_pH[16,3]	40.649	3.061	30.691	41.820	42.722
beta3_pH[11,4]	40.675	1.113	38.813	40.626	42.756
beta3_pH[12,4]	41.774	0.943	39.522	42.135	42.853
beta3_pH[13,4]	41.228	1.276	39.584	41.312	42.794
beta3_pH[14,4]	40.665	0.639	39.282	40.742	41.776
beta3_pH[15,4]	40.892	0.696	39.450	40.877	42.219
beta3_pH[16,4]	42.133	0.461	41.074	42.172	42.883
beta3_pH[11,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[12,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[13,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[14,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[15,5]	25.000	0.000	25.000	25.000	25.000
beta3_pH[16,5]	25.000	0.000	25.000	25.000	25.000
beta4_pH[1,1]	0.304	0.052	0.207	0.303	0.409
beta4_pH[2,1]	0.248	0.045	0.162	0.246	0.339
beta4_pH[3,1]	0.224	0.042	0.145	0.223	0.309
beta4_pH[4,1]	0.319	0.042	0.236	0.319	0.403
beta4_pH[5,1]	0.425	0.255	0.084	0.386	0.982
beta4_pH[6,1]	0.769	0.487	0.291	0.715	1.523
beta4_pH[7,1]	0.857	0.323	0.353	0.814	1.610
beta4_pH[8,1]	0.212	0.091	0.060	0.208	0.408
beta4_pH[9,1]	0.255	0.102	0.073	0.248	0.473
beta4_pH[10,1]	0.114	0.045	0.037	0.111	0.211
beta4_pH[11,1]	0.462	0.048	0.372	0.462	0.559
beta4_pH[12,1]	0.553	0.058	0.444	0.552	0.669
beta4_pH[13,1]	0.669	0.061	0.553	0.667	0.789
beta4_pH[14,1]	0.733	0.064	0.609	0.733	0.865
beta4_pH[15,1]	0.744	0.070	0.614	0.740	0.894
beta4_pH[16,1]	1.131	0.078	0.985	1.127	1.293
beta4_pH[1,2]	0.388	0.109	0.192	0.382	0.620
beta4_pH[2,2]	0.541	0.078	0.396	0.538	0.704
beta4_pH[3,2]	0.489	0.071	0.351	0.489	0.634
beta4_pH[4,2]	0.641	0.090	0.473	0.640	0.831
beta4_pH[5,2]	0.735	0.912	0.099	0.522	2.727
beta4_pH[6,2]	0.909	0.854	0.179	0.716	2.813
beta4_pH[7,2]	0.880	0.400	0.355	0.799	1.852
beta4_pH[8,2]	0.879	0.228	0.477	0.863	1.370
beta4_pH[9,2]	1.132	1.552	0.297	0.857	3.604
beta4_pH[10,2]	0.481	0.081	0.323	0.480	0.639
beta4_pH[11,2]	0.939	0.097	0.754	0.936	1.137
beta4_pH[12,2]	0.554	0.117	0.344	0.546	0.805
beta4_pH[13,2]	0.911	0.093	0.743	0.907	1.102
beta4_pH[14,2]	0.890	0.100	0.700	0.887	1.090
beta4_pH[15,2]	0.912	0.087	0.752	0.910	1.089
beta4_pH[16,2]	1.239	0.130	0.998	1.236	1.496
beta4_pH[1,3]	0.398	0.116	0.193	0.392	0.648
beta4_pH[2,3]	0.295	0.087	0.137	0.290	0.478
beta4_pH[3,3]	0.270	0.074	0.138	0.267	0.422
beta4_pH[4,3]	0.294	0.076	0.153	0.291	0.450
beta4_pH[5,3]	0.769	0.967	0.117	0.571	2.672
beta4_pH[6,3]	0.914	2.656	0.190	0.716	2.469
beta4_pH[7,3]	0.890	0.430	0.347	0.823	1.860
beta4_pH[8,3]	0.478	0.221	0.135	0.449	1.000
beta4_pH[9,3]	0.896	0.827	0.177	0.690	2.819
beta4_pH[10,3]	0.213	0.085	0.073	0.206	0.401
beta4_pH[11,3]	0.460	0.083	0.302	0.458	0.631
beta4_pH[12,3]	0.439	0.074	0.300	0.437	0.589
beta4_pH[13,3]	0.927	0.132	0.697	0.920	1.214
beta4_pH[14,3]	0.948	0.144	0.687	0.934	1.266
beta4_pH[15,3]	0.670	0.100	0.492	0.666	0.881
beta4_pH[16,3]	0.622	0.088	0.459	0.619	0.804
beta4_pH[1,4]	0.640	0.279	0.262	0.595	1.313
beta4_pH[2,4]	0.711	0.352	0.270	0.640	1.581
beta4_pH[3,4]	0.754	0.420	0.250	0.670	1.749
beta4_pH[4,4]	0.709	0.341	0.265	0.644	1.609
beta4_pH[5,4]	0.780	0.943	0.120	0.565	2.764
beta4_pH[6,4]	0.986	4.768	0.204	0.732	2.694
beta4_pH[7,4]	0.892	0.404	0.365	0.821	1.859
beta4_pH[8,4]	0.730	0.552	0.168	0.616	2.043
beta4_pH[9,4]	0.787	1.039	0.140	0.571	2.615
beta4_pH[10,4]	0.719	0.627	0.154	0.567	2.033
beta4_pH[11,4]	0.587	0.068	0.458	0.586	0.724
beta4_pH[12,4]	0.470	0.070	0.337	0.468	0.611
beta4_pH[13,4]	0.827	0.108	0.638	0.819	1.063
beta4_pH[14,4]	0.980	0.108	0.780	0.976	1.194
beta4_pH[15,4]	0.660	0.080	0.518	0.654	0.839
beta4_pH[16,4]	0.615	0.065	0.490	0.613	0.748
beta4_pH[1,5]	0.638	0.271	0.257	0.588	1.341
beta4_pH[2,5]	0.708	0.332	0.273	0.650	1.521
beta4_pH[3,5]	0.758	0.420	0.238	0.672	1.819
beta4_pH[4,5]	0.714	0.364	0.264	0.649	1.534
beta4_pH[5,5]	0.773	1.032	0.104	0.566	2.487
beta4_pH[6,5]	0.913	0.755	0.211	0.741	2.682
beta4_pH[7,5]	0.899	0.443	0.347	0.823	1.872
beta4_pH[8,5]	0.739	0.644	0.179	0.614	2.004
beta4_pH[9,5]	0.754	0.868	0.123	0.572	2.533
beta4_pH[10,5]	0.718	0.618	0.135	0.565	2.199
beta4_pH[11,5]	0.629	0.115	0.430	0.621	0.884
beta4_pH[12,5]	0.578	0.186	0.284	0.554	1.002
beta4_pH[13,5]	1.352	0.279	0.904	1.312	1.995
beta4_pH[14,5]	0.886	0.144	0.626	0.879	1.183
beta4_pH[15,5]	1.234	0.298	0.765	1.197	1.932
beta4_pH[16,5]	8.891	5.511	3.097	7.511	23.204
beta0_pelagic[1]	2.221	0.136	1.951	2.220	2.487
beta0_pelagic[2]	1.459	0.135	1.168	1.470	1.698
beta0_pelagic[3]	0.174	0.348	-0.798	0.215	0.719
beta0_pelagic[4]	0.155	0.325	-0.502	0.154	0.804
beta0_pelagic[5]	1.434	0.214	1.020	1.436	1.857
beta0_pelagic[6]	1.352	0.155	1.044	1.350	1.655
beta0_pelagic[7]	1.537	0.150	1.236	1.542	1.830
beta0_pelagic[8]	1.772	0.150	1.483	1.771	2.070
beta0_pelagic[9]	2.716	0.163	2.394	2.714	3.044
beta0_pelagic[10]	2.548	0.134	2.284	2.548	2.815
beta0_pelagic[11]	-0.017	0.223	-0.446	-0.008	0.437
beta0_pelagic[12]	1.790	0.140	1.515	1.792	2.050
beta0_pelagic[13]	-0.002	0.347	-0.748	0.053	0.546
beta0_pelagic[14]	-0.486	0.240	-0.957	-0.478	-0.038
beta0_pelagic[15]	-0.307	0.196	-0.820	-0.282	0.018
beta0_pelagic[16]	0.004	0.236	-0.466	0.004	0.470
beta1_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[3]	0.672	0.391	0.035	0.630	1.735
beta1_pelagic[4]	0.976	0.339	0.265	0.994	1.607
beta1_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[11]	1.056	0.268	0.555	1.023	1.598
beta1_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta1_pelagic[13]	1.480	0.745	0.397	1.358	3.257
beta1_pelagic[14]	1.875	0.445	1.191	1.815	3.011
beta1_pelagic[15]	0.141	0.161	0.011	0.070	0.597
beta1_pelagic[16]	1.150	0.543	0.440	1.039	2.750
beta2_pelagic[1]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[2]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[3]	6.972	6.058	0.197	5.481	21.283
beta2_pelagic[4]	6.933	5.886	0.310	5.449	21.349
beta2_pelagic[5]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[6]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[7]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[8]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[9]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[10]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[11]	2.148	1.663	0.341	1.656	6.450
beta2_pelagic[12]	0.000	0.000	0.000	0.000	0.000
beta2_pelagic[13]	1.231	1.610	0.095	0.442	5.625
beta2_pelagic[14]	1.174	1.151	0.235	0.766	4.661
beta2_pelagic[15]	2.497	1.881	0.108	2.142	6.828
beta2_pelagic[16]	1.671	1.644	0.144	1.052	6.172
beta3_pelagic[1]	29.411	6.670	18.570	29.455	40.407
beta3_pelagic[2]	29.286	6.678	18.491	29.361	40.483
beta3_pelagic[3]	28.158	4.061	20.535	28.414	38.361
beta3_pelagic[4]	25.276	1.974	21.328	25.580	28.891
beta3_pelagic[5]	29.663	6.681	18.531	30.209	40.459
beta3_pelagic[6]	29.647	6.711	18.625	29.857	40.445
beta3_pelagic[7]	29.410	6.598	18.502	29.472	40.455
beta3_pelagic[8]	29.412	6.656	18.503	29.403	40.328
beta3_pelagic[9]	29.285	6.620	18.579	29.217	40.415
beta3_pelagic[10]	29.497	6.600	18.537	29.608	40.531
beta3_pelagic[11]	30.541	1.634	27.658	30.443	33.839
beta3_pelagic[12]	29.394	6.630	18.593	29.367	40.462
beta3_pelagic[13]	35.571	3.315	27.903	35.818	40.713
beta3_pelagic[14]	33.188	1.853	30.588	32.861	38.566
beta3_pelagic[15]	30.033	7.046	18.504	30.436	40.536
beta3_pelagic[16]	32.940	3.240	27.346	32.838	39.862
beta0_yellow[1]	-0.492	0.162	-0.811	-0.491	-0.179
beta0_yellow[2]	0.513	0.243	-0.127	0.543	0.880
beta0_yellow[3]	-0.140	0.212	-0.585	-0.121	0.228
beta0_yellow[4]	0.979	0.246	0.365	1.016	1.366
beta0_yellow[5]	0.418	0.340	-0.350	0.458	0.967
beta0_yellow[6]	0.817	0.165	0.504	0.817	1.148
beta0_yellow[7]	0.932	0.166	0.610	0.928	1.267
beta0_yellow[8]	0.966	0.168	0.656	0.960	1.299
beta0_yellow[9]	0.556	0.174	0.205	0.560	0.880
beta0_yellow[10]	0.698	0.140	0.419	0.700	0.976
beta0_yellow[11]	-0.081	0.190	-0.471	-0.072	0.268
beta0_yellow[12]	-1.211	0.234	-1.697	-1.199	-0.796
beta0_yellow[13]	-1.330	0.267	-1.973	-1.311	-0.880
beta0_yellow[14]	-0.274	0.199	-0.690	-0.267	0.101
beta0_yellow[15]	-1.179	0.252	-1.852	-1.148	-0.777
beta0_yellow[16]	-0.342	0.209	-0.808	-0.327	0.006
beta1_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[2]	1.106	0.562	0.502	1.003	3.239
beta1_yellow[3]	0.410	0.314	0.013	0.396	1.051
beta1_yellow[4]	1.173	0.533	0.467	1.083	2.590
beta1_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta1_yellow[11]	2.048	0.350	1.460	2.018	2.878
beta1_yellow[12]	0.268	0.479	0.011	0.092	1.566
beta1_yellow[13]	2.316	0.656	1.371	2.191	3.960
beta1_yellow[14]	2.672	0.597	1.679	2.604	4.073
beta1_yellow[15]	0.750	0.479	0.023	0.697	2.127
beta1_yellow[16]	0.190	0.277	0.011	0.089	0.878
beta2_yellow[1]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[2]	-6.898	6.000	-21.344	-5.554	-0.095
beta2_yellow[3]	-7.567	5.820	-21.264	-6.297	-0.194
beta2_yellow[4]	-6.515	6.074	-21.102	-4.796	-0.144
beta2_yellow[5]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[6]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[7]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[8]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[9]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[10]	0.000	0.000	0.000	0.000	0.000
beta2_yellow[11]	-3.389	4.283	-16.179	-1.553	-0.394
beta2_yellow[12]	-7.910	5.916	-21.513	-6.750	-0.287
beta2_yellow[13]	-2.188	3.550	-13.999	-0.748	-0.211
beta2_yellow[14]	-4.586	4.478	-16.428	-2.766	-0.515
beta2_yellow[15]	-5.202	5.467	-19.939	-3.008	-0.154
beta2_yellow[16]	-7.736	5.984	-22.055	-6.528	-0.116
beta3_yellow[1]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[2]	28.974	2.172	23.061	28.782	33.720
beta3_yellow[3]	31.867	4.494	20.771	32.342	40.692
beta3_yellow[4]	28.910	3.203	23.717	27.867	35.780
beta3_yellow[5]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[6]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[7]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[8]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[9]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[10]	25.000	0.000	25.000	25.000	25.000
beta3_yellow[11]	30.172	0.783	28.788	30.065	31.796
beta3_yellow[12]	35.128	4.276	28.364	34.849	42.635
beta3_yellow[13]	30.314	1.086	28.311	30.224	32.667
beta3_yellow[14]	29.356	0.557	28.339	29.268	30.607
beta3_yellow[15]	31.201	2.726	28.123	30.362	38.115
beta3_yellow[16]	34.464	4.087	28.313	33.865	42.465
beta0_black[1]	0.016	0.149	-0.275	0.017	0.305
beta0_black[2]	1.895	0.140	1.624	1.893	2.166
beta0_black[3]	1.356	0.138	1.086	1.355	1.628
beta0_black[4]	2.491	0.147	2.199	2.492	2.772
beta0_black[5]	4.690	2.224	1.825	4.196	10.309
beta0_black[6]	4.546	1.987	2.137	4.027	9.957
beta0_black[7]	3.332	1.781	1.304	2.877	8.360
beta0_black[8]	0.841	0.220	0.432	0.836	1.293
beta0_black[9]	2.600	0.255	2.098	2.594	3.089
beta0_black[10]	1.348	0.139	1.074	1.346	1.616
beta0_black[11]	2.972	0.147	2.689	2.972	3.261
beta0_black[12]	4.772	0.196	4.394	4.773	5.166
beta0_black[13]	0.214	0.171	0.007	0.175	0.629
beta0_black[14]	2.837	0.161	2.526	2.837	3.142
beta0_black[15]	1.284	0.148	0.989	1.287	1.563
beta0_black[16]	3.766	0.154	3.467	3.770	4.059
beta2_black[1]	0.000	0.000	0.000	0.000	0.000
beta2_black[2]	0.000	0.000	0.000	0.000	0.000
beta2_black[3]	0.000	0.000	0.000	0.000	0.000
beta2_black[4]	0.000	0.000	0.000	0.000	0.000
beta2_black[5]	0.000	0.000	0.000	0.000	0.000
beta2_black[6]	0.000	0.000	0.000	0.000	0.000
beta2_black[7]	0.000	0.000	0.000	0.000	0.000
beta2_black[8]	0.000	0.000	0.000	0.000	0.000
beta2_black[9]	0.000	0.000	0.000	0.000	0.000
beta2_black[10]	0.000	0.000	0.000	0.000	0.000
beta2_black[11]	0.000	0.000	0.000	0.000	0.000
beta2_black[12]	0.000	0.000	0.000	0.000	0.000
beta2_black[13]	-2.665	1.674	-6.986	-2.256	-0.608
beta2_black[14]	0.000	0.000	0.000	0.000	0.000
beta2_black[15]	0.000	0.000	0.000	0.000	0.000
beta2_black[16]	0.000	0.000	0.000	0.000	0.000
beta3_black[1]	25.000	0.000	25.000	25.000	25.000
beta3_black[2]	25.000	0.000	25.000	25.000	25.000
beta3_black[3]	25.000	0.000	25.000	25.000	25.000
beta3_black[4]	25.000	0.000	25.000	25.000	25.000
beta3_black[5]	25.000	0.000	25.000	25.000	25.000
beta3_black[6]	25.000	0.000	25.000	25.000	25.000
beta3_black[7]	25.000	0.000	25.000	25.000	25.000
beta3_black[8]	25.000	0.000	25.000	25.000	25.000
beta3_black[9]	25.000	0.000	25.000	25.000	25.000
beta3_black[10]	25.000	0.000	25.000	25.000	25.000
beta3_black[11]	25.000	0.000	25.000	25.000	25.000
beta3_black[12]	25.000	0.000	25.000	25.000	25.000
beta3_black[13]	38.958	0.818	37.071	39.097	40.202
beta3_black[14]	25.000	0.000	25.000	25.000	25.000
beta3_black[15]	25.000	0.000	25.000	25.000	25.000
beta3_black[16]	25.000	0.000	25.000	25.000	25.000
beta4_black[1]	-0.299	0.196	-0.684	-0.299	0.082
beta4_black[2]	0.262	0.191	-0.117	0.261	0.634
beta4_black[3]	-0.975	0.191	-1.354	-0.973	-0.608
beta4_black[4]	0.484	0.224	0.047	0.482	0.927
beta4_black[5]	0.751	1.599	-1.294	0.452	4.357
beta4_black[6]	0.908	1.605	-0.798	0.561	4.819
beta4_black[7]	0.695	1.635	-1.155	0.418	4.071
beta4_black[8]	-0.144	0.311	-0.757	-0.139	0.456
beta4_black[9]	0.990	0.842	-0.169	0.813	3.052
beta4_black[10]	0.117	0.182	-0.248	0.117	0.468
beta4_black[11]	-0.604	0.201	-1.002	-0.604	-0.207
beta4_black[12]	0.569	0.319	-0.057	0.563	1.213
beta4_black[13]	-1.210	0.200	-1.594	-1.210	-0.813
beta4_black[14]	0.055	0.231	-0.387	0.051	0.516
beta4_black[15]	-0.998	0.194	-1.373	-0.999	-0.608
beta4_black[16]	-0.493	0.211	-0.892	-0.490	-0.066
beta0_dsr[11]	-0.617	0.173	-0.950	-0.621	-0.252
beta0_dsr[12]	1.453	0.184	1.097	1.452	1.816
beta0_dsr[13]	0.021	0.170	-0.313	0.023	0.343
beta0_dsr[14]	-0.164	0.176	-0.511	-0.161	0.182
beta0_dsr[15]	-0.059	0.175	-0.411	-0.064	0.311
beta0_dsr[16]	-0.104	0.175	-0.446	-0.106	0.238
beta1_dsr[11]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[12]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[13]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[14]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[15]	0.000	0.000	0.000	0.000	0.000
beta1_dsr[16]	0.000	0.000	0.000	0.000	0.000
beta4_dsr[11]	1.087	0.231	0.632	1.087	1.529
beta4_dsr[12]	0.736	0.334	0.079	0.733	1.419
beta4_dsr[13]	0.220	0.225	-0.222	0.219	0.657
beta4_dsr[14]	-0.047	0.257	-0.533	-0.047	0.448
beta4_dsr[15]	0.786	0.231	0.342	0.788	1.253
beta4_dsr[16]	0.461	0.243	0.000	0.457	0.945
beta0_slope[11]	-1.914	0.170	-2.239	-1.918	-1.567
beta0_slope[12]	-5.469	0.317	-6.119	-5.454	-4.891
beta0_slope[13]	-1.203	0.169	-1.547	-1.200	-0.872
beta0_slope[14]	-2.565	0.184	-2.925	-2.565	-2.208
beta0_slope[15]	-1.204	0.172	-1.527	-1.205	-0.874
beta0_slope[16]	-2.304	0.175	-2.628	-2.311	-1.959
beta1_slope[11]	0.000	0.000	0.000	0.000	0.000
beta1_slope[12]	0.000	0.000	0.000	0.000	0.000
beta1_slope[13]	0.000	0.000	0.000	0.000	0.000
beta1_slope[14]	0.000	0.000	0.000	0.000	0.000
beta1_slope[15]	0.000	0.000	0.000	0.000	0.000
beta1_slope[16]	0.000	0.000	0.000	0.000	0.000
beta4_slope[11]	-0.775	0.231	-1.214	-0.783	-0.311
beta4_slope[12]	-4.253	0.883	-6.091	-4.215	-2.608
beta4_slope[13]	-0.084	0.228	-0.533	-0.084	0.361
beta4_slope[14]	-0.359	0.276	-0.903	-0.358	0.173
beta4_slope[15]	-0.964	0.226	-1.406	-0.965	-0.525
beta4_slope[16]	-0.649	0.251	-1.143	-0.650	-0.167
beta5_slope[11]	2.614	0.266	2.103	2.609	3.138
beta5_slope[12]	1.831	0.471	0.954	1.816	2.748
beta5_slope[13]	1.387	0.268	0.858	1.385	1.913
beta5_slope[14]	3.370	0.408	2.590	3.365	4.203
beta5_slope[15]	1.663	0.261	1.147	1.664	2.177
beta5_slope[16]	2.741	0.346	2.088	2.736	3.430
sigma_H[1]	0.207	0.049	0.116	0.204	0.311
sigma_H[2]	0.175	0.028	0.129	0.172	0.236
sigma_H[3]	0.178	0.040	0.107	0.175	0.265
sigma_H[4]	0.456	0.079	0.330	0.446	0.637
sigma_H[5]	0.962	0.204	0.591	0.949	1.389
sigma_H[6]	0.537	0.192	0.170	0.526	0.934
sigma_H[7]	0.312	0.064	0.218	0.303	0.462
sigma_H[8]	0.426	0.092	0.299	0.413	0.630
sigma_H[9]	0.517	0.115	0.336	0.503	0.777
sigma_H[10]	0.213	0.040	0.145	0.209	0.302
sigma_H[11]	0.266	0.044	0.194	0.262	0.364
sigma_H[12]	0.380	0.144	0.200	0.336	0.708
sigma_H[13]	0.220	0.036	0.158	0.216	0.297
sigma_H[14]	0.503	0.089	0.346	0.500	0.696
sigma_H[15]	0.240	0.038	0.176	0.237	0.325
sigma_H[16]	0.220	0.041	0.152	0.215	0.315
lambda_H[1]	1.996	3.057	0.076	0.965	10.109
lambda_H[2]	5.349	4.935	0.489	3.872	19.151
lambda_H[3]	4.038	5.435	0.246	2.265	18.365
lambda_H[4]	0.006	0.005	0.001	0.005	0.018
lambda_H[5]	6.980	18.563	0.024	0.725	68.528
lambda_H[6]	4.731	11.789	0.009	0.170	39.422
lambda_H[7]	0.012	0.008	0.002	0.010	0.032
lambda_H[8]	8.282	11.354	0.053	4.238	38.821
lambda_H[9]	0.016	0.010	0.003	0.013	0.042
lambda_H[10]	0.222	0.271	0.028	0.156	0.755
lambda_H[11]	0.226	0.325	0.011	0.103	1.079
lambda_H[12]	3.581	4.602	0.160	2.115	15.833
lambda_H[13]	3.199	2.796	0.275	2.389	10.860
lambda_H[14]	3.408	4.196	0.228	2.110	14.622
lambda_H[15]	0.020	0.021	0.003	0.014	0.067
lambda_H[16]	0.999	1.416	0.056	0.545	4.872
mu_lambda_H[1]	3.982	1.859	1.036	3.773	8.111
mu_lambda_H[2]	3.718	1.985	0.578	3.569	8.111
mu_lambda_H[3]	3.396	1.840	0.760	3.128	7.542
sigma_lambda_H[1]	7.903	4.307	1.717	7.097	18.095
sigma_lambda_H[2]	8.346	4.828	0.910	7.772	18.383
sigma_lambda_H[3]	6.131	4.030	0.946	5.230	16.260
beta_H[1,1]	6.454	1.276	3.439	6.668	8.413
beta_H[2,1]	9.759	0.609	8.444	9.798	10.892
beta_H[3,1]	7.808	0.837	5.901	7.914	9.184
beta_H[4,1]	10.788	7.468	-4.085	10.918	25.727
beta_H[5,1]	-0.122	2.644	-5.505	0.063	4.159
beta_H[6,1]	2.811	4.367	-7.544	4.173	8.282
beta_H[7,1]	0.854	5.702	-11.291	1.150	10.977
beta_H[8,1]	1.443	4.100	-2.523	1.302	3.711
beta_H[9,1]	13.614	5.699	2.349	13.549	25.193
beta_H[10,1]	6.750	1.843	2.902	6.819	10.332
beta_H[11,1]	4.831	3.512	-2.854	5.466	9.779
beta_H[12,1]	2.625	1.091	0.655	2.534	5.012
beta_H[13,1]	9.064	0.868	7.227	9.115	10.512
beta_H[14,1]	2.122	1.036	0.138	2.120	4.119
beta_H[15,1]	-6.779	3.506	-13.283	-6.887	0.788
beta_H[16,1]	3.118	2.320	-0.803	2.851	8.575
beta_H[1,2]	7.765	0.268	7.221	7.767	8.272
beta_H[2,2]	9.893	0.160	9.573	9.894	10.200
beta_H[3,2]	8.833	0.199	8.434	8.828	9.221
beta_H[4,2]	2.928	1.421	0.219	2.902	5.812
beta_H[5,2]	1.832	1.047	-0.184	1.828	3.919
beta_H[6,2]	5.911	1.094	3.526	6.041	7.771
beta_H[7,2]	2.492	1.067	0.614	2.418	4.776
beta_H[8,2]	2.970	1.169	1.085	3.145	4.271
beta_H[9,2]	3.153	1.088	0.999	3.123	5.277
beta_H[10,2]	8.011	0.367	7.286	8.023	8.720
beta_H[11,2]	9.827	0.637	8.840	9.715	11.215
beta_H[12,2]	3.948	0.366	3.240	3.940	4.696
beta_H[13,2]	9.135	0.237	8.695	9.127	9.611
beta_H[14,2]	4.023	0.347	3.374	4.016	4.726
beta_H[15,2]	11.502	0.638	10.160	11.522	12.705
beta_H[16,2]	4.547	0.767	3.029	4.539	6.053
beta_H[1,3]	8.455	0.267	7.965	8.443	9.000
beta_H[2,3]	9.885	0.145	9.591	9.886	10.177
beta_H[3,3]	9.523	0.163	9.213	9.522	9.852
beta_H[4,3]	-2.089	0.852	-3.839	-2.064	-0.471
beta_H[5,3]	3.889	0.608	2.622	3.894	5.056
beta_H[6,3]	8.387	1.174	6.674	8.137	10.787
beta_H[7,3]	-2.616	0.635	-3.909	-2.608	-1.425
beta_H[8,3]	5.308	0.567	4.677	5.211	6.558
beta_H[9,3]	-2.667	0.727	-4.106	-2.657	-1.269
beta_H[10,3]	8.553	0.279	8.012	8.551	9.118
beta_H[11,3]	8.499	0.290	7.877	8.530	9.020
beta_H[12,3]	5.268	0.324	4.495	5.307	5.791
beta_H[13,3]	8.873	0.171	8.529	8.875	9.201
beta_H[14,3]	5.774	0.273	5.153	5.797	6.241
beta_H[15,3]	10.295	0.309	9.708	10.287	10.912
beta_H[16,3]	6.506	0.521	5.410	6.544	7.400
beta_H[1,4]	8.075	0.184	7.699	8.084	8.419
beta_H[2,4]	9.876	0.130	9.609	9.883	10.105
beta_H[3,4]	10.020	0.157	9.695	10.031	10.303
beta_H[4,4]	11.813	0.466	10.875	11.813	12.732
beta_H[5,4]	5.548	0.758	4.315	5.459	7.244
beta_H[6,4]	7.067	0.941	5.085	7.279	8.428
beta_H[7,4]	8.566	0.349	7.877	8.575	9.250
beta_H[8,4]	6.696	0.265	6.117	6.722	7.087
beta_H[9,4]	7.414	0.454	6.520	7.422	8.285
beta_H[10,4]	7.500	0.221	7.075	7.492	7.963
beta_H[11,4]	9.509	0.193	9.128	9.509	9.874
beta_H[12,4]	7.258	0.200	6.885	7.253	7.684
beta_H[13,4]	9.059	0.138	8.767	9.061	9.324
beta_H[14,4]	7.824	0.217	7.431	7.819	8.275
beta_H[15,4]	9.449	0.223	8.988	9.449	9.875
beta_H[16,4]	9.316	0.217	8.937	9.303	9.772
beta_H[1,5]	8.876	0.156	8.548	8.880	9.174
beta_H[2,5]	10.680	0.101	10.490	10.675	10.885
beta_H[3,5]	10.833	0.154	10.545	10.828	11.146
beta_H[4,5]	8.339	0.493	7.401	8.344	9.351
beta_H[5,5]	5.175	0.619	3.676	5.257	6.174
beta_H[6,5]	8.998	0.633	8.035	8.890	10.381
beta_H[7,5]	6.577	0.355	5.901	6.571	7.267
beta_H[8,5]	8.247	0.212	7.901	8.227	8.727
beta_H[9,5]	8.200	0.466	7.275	8.193	9.110
beta_H[10,5]	9.996	0.224	9.563	9.997	10.435
beta_H[11,5]	11.596	0.216	11.169	11.595	12.013
beta_H[12,5]	8.615	0.187	8.245	8.612	8.996
beta_H[13,5]	10.119	0.129	9.877	10.118	10.384
beta_H[14,5]	9.247	0.215	8.840	9.236	9.706
beta_H[15,5]	11.336	0.239	10.878	11.334	11.807
beta_H[16,5]	9.897	0.167	9.534	9.906	10.207
beta_H[1,6]	10.146	0.241	9.760	10.109	10.738
beta_H[2,6]	11.467	0.117	11.236	11.468	11.705
beta_H[3,6]	10.561	0.158	10.231	10.565	10.850
beta_H[4,6]	12.925	0.870	11.175	12.939	14.668
beta_H[5,6]	5.689	0.622	4.613	5.654	6.918
beta_H[6,6]	8.688	0.587	7.438	8.725	9.760
beta_H[7,6]	10.565	0.611	9.404	10.566	11.763
beta_H[8,6]	9.512	0.276	8.937	9.530	9.965
beta_H[9,6]	8.253	0.757	6.809	8.252	9.751
beta_H[10,6]	9.139	0.337	8.396	9.159	9.739
beta_H[11,6]	10.695	0.356	9.925	10.723	11.317
beta_H[12,6]	9.376	0.243	8.926	9.366	9.880
beta_H[13,6]	11.066	0.157	10.774	11.065	11.379
beta_H[14,6]	9.932	0.283	9.368	9.936	10.494
beta_H[15,6]	10.515	0.429	9.676	10.519	11.367
beta_H[16,6]	10.622	0.225	10.132	10.633	11.027
beta_H[1,7]	10.162	1.275	6.957	10.483	11.929
beta_H[2,7]	12.118	0.514	11.059	12.144	13.081
beta_H[3,7]	10.092	0.683	8.596	10.143	11.264
beta_H[4,7]	1.344	4.487	-7.655	1.351	10.319
beta_H[5,7]	5.851	2.013	1.830	5.953	9.666
beta_H[6,7]	7.014	3.234	-0.866	8.029	11.246
beta_H[7,7]	7.684	3.105	1.573	7.707	13.581
beta_H[8,7]	10.881	1.044	9.104	10.869	12.756
beta_H[9,7]	5.105	3.889	-2.784	5.202	12.624
beta_H[10,7]	9.927	1.565	7.210	9.831	13.309
beta_H[11,7]	11.371	1.797	8.234	11.182	15.307
beta_H[12,7]	9.757	0.989	7.570	9.843	11.412
beta_H[13,7]	11.678	0.694	10.127	11.731	12.846
beta_H[14,7]	10.628	0.899	8.808	10.673	12.281
beta_H[15,7]	14.045	2.280	9.397	14.009	18.490
beta_H[16,7]	12.521	1.229	10.605	12.330	15.448
beta0_H[1]	8.408	18.001	-28.942	8.724	45.512
beta0_H[2]	10.637	7.723	-5.352	10.625	27.031
beta0_H[3]	9.572	11.248	-13.067	9.760	32.558
beta0_H[4]	11.446	186.541	-359.232	9.557	404.909
beta0_H[5]	4.158	30.913	-59.564	4.490	59.565
beta0_H[6]	6.753	49.712	-104.753	7.625	115.949
beta0_H[7]	7.589	140.905	-280.684	8.234	300.181
beta0_H[8]	6.227	29.445	-24.448	6.622	31.366
beta0_H[9]	4.956	118.326	-227.950	4.886	231.963
beta0_H[10]	8.842	35.933	-66.637	8.862	82.042
beta0_H[11]	8.137	54.673	-107.650	9.724	118.563
beta0_H[12]	6.750	13.186	-19.358	6.851	33.318
beta0_H[13]	10.000	10.569	-11.092	9.834	31.098
beta0_H[14]	7.425	11.844	-16.334	7.292	31.159
beta0_H[15]	6.090	115.837	-234.573	9.233	237.378
beta0_H[16]	8.507	23.065	-39.287	8.617	57.662

Rockfish Historical Harvest Estimates

Phil Joy & Adam Reimer

February 2025